Pandas Profiling Report

Dataset statistics

Number of variables	28
Number of observations	42
Missing cells	259
Missing cells (%)	22.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.0 KiB
Average record size in memory	220.0 B

Variable types

Numeric	25
DateTime	1
Categorical	1
Boolean	1

Alerts

`Bedtime` is highly correlated with `TST` and 6 other fields	High correlation
`TST` is highly correlated with `Bedtime` and 5 other fields	High correlation
`WASO` is highly correlated with `NOA` and 3 other fields	High correlation
`Waketime` is highly correlated with `Bedtime` and 2 other fields	High correlation
`TIB` is highly correlated with `Bedtime` and 5 other fields	High correlation
`NOA` is highly correlated with `WASO` and 1 other fields	High correlation
`LSD` is highly correlated with `Bedtime` and 5 other fields	High correlation
`DSD` is highly correlated with `BS` and 1 other fields	High correlation
`REMSD` is highly correlated with `SS` and 2 other fields	High correlation
`SS` is highly correlated with `TST` and 6 other fields	High correlation
`MS` is highly correlated with `REMSD` and 2 other fields	High correlation
`BS` is highly correlated with `DSD` and 1 other fields	High correlation
`SE` is highly correlated with `WASO` and 1 other fields	High correlation
`SMI` is highly correlated with `WASO` and 1 other fields	High correlation
`AI` is highly correlated with `WASO` and 2 other fields	High correlation
`REMP` is highly correlated with `REMSD` and 1 other fields	High correlation
`SWSP` is highly correlated with `LSD` and 2 other fields	High correlation
`Onset` is highly correlated with `Bedtime` and 5 other fields	High correlation
`Offset` is highly correlated with `Bedtime` and 2 other fields	High correlation
`TSDP` is highly correlated with `Bedtime` and 5 other fields	High correlation
`Midpoint` is highly correlated with `Waketime` and 1 other fields	High correlation
`Bedtime` is highly correlated with `TST` and 6 other fields	High correlation
`TST` is highly correlated with `Bedtime` and 5 other fields	High correlation
`WASO` is highly correlated with `SE` and 1 other fields	High correlation
`Waketime` is highly correlated with `Offset` and 1 other fields	High correlation
`TIB` is highly correlated with `Bedtime` and 5 other fields	High correlation
`NOA` is highly correlated with `AI`	High correlation
`LSD` is highly correlated with `Bedtime` and 5 other fields	High correlation
`DSD` is highly correlated with `BS` and 1 other fields	High correlation
`REMSD` is highly correlated with `SS` and 2 other fields	High correlation
`SS` is highly correlated with `Bedtime` and 7 other fields	High correlation
`MS` is highly correlated with `REMSD` and 2 other fields	High correlation
`BS` is highly correlated with `DSD` and 1 other fields	High correlation
`SE` is highly correlated with `WASO` and 2 other fields	High correlation
`SMI` is highly correlated with `WASO` and 1 other fields	High correlation
`AI` is highly correlated with `NOA`	High correlation
`REMP` is highly correlated with `REMSD` and 1 other fields	High correlation
`SWSP` is highly correlated with `LSD` and 2 other fields	High correlation
`Onset` is highly correlated with `Bedtime` and 5 other fields	High correlation
`Offset` is highly correlated with `Waketime` and 1 other fields	High correlation
`TSDP` is highly correlated with `Bedtime` and 5 other fields	High correlation
`Midpoint` is highly correlated with `Waketime` and 1 other fields	High correlation
`SleepRegularity` is highly correlated with `Bedtime`	High correlation
`Bedtime` is highly correlated with `TST` and 3 other fields	High correlation
`TST` is highly correlated with `Bedtime` and 4 other fields	High correlation
`WASO` is highly correlated with `SMI`	High correlation
`Waketime` is highly correlated with `Offset`	High correlation
`TIB` is highly correlated with `Bedtime` and 3 other fields	High correlation
`NOA` is highly correlated with `AI`	High correlation
`DSD` is highly correlated with `BS` and 1 other fields	High correlation
`REMSD` is highly correlated with `SS` and 2 other fields	High correlation
`SS` is highly correlated with `TST` and 2 other fields	High correlation
`MS` is highly correlated with `REMSD` and 2 other fields	High correlation
`BS` is highly correlated with `DSD` and 1 other fields	High correlation
`SMI` is highly correlated with `WASO`	High correlation
`AI` is highly correlated with `NOA`	High correlation
`REMP` is highly correlated with `REMSD` and 1 other fields	High correlation
`SWSP` is highly correlated with `DSD` and 1 other fields	High correlation
`Onset` is highly correlated with `Bedtime` and 3 other fields	High correlation
`Offset` is highly correlated with `Waketime`	High correlation
`TSDP` is highly correlated with `Bedtime` and 3 other fields	High correlation
`IsWeekend` is highly correlated with `Day`	High correlation
`Day` is highly correlated with `IsWeekend`	High correlation
`df_index` is highly correlated with `Date` and 2 other fields	High correlation
`Date` is highly correlated with `df_index` and 26 other fields	High correlation
`Bedtime` is highly correlated with `Date` and 15 other fields	High correlation
`SOL` is highly correlated with `Date` and 8 other fields	High correlation
`TST` is highly correlated with `Date` and 10 other fields	High correlation
`WASO` is highly correlated with `Date` and 8 other fields	High correlation
`Waketime` is highly correlated with `Date` and 2 other fields	High correlation
`TIB` is highly correlated with `Date` and 8 other fields	High correlation
`NOA` is highly correlated with `Date` and 7 other fields	High correlation
`LSD` is highly correlated with `Date` and 10 other fields	High correlation
`DSD` is highly correlated with `Date` and 4 other fields	High correlation
`REMSD` is highly correlated with `Date` and 8 other fields	High correlation
`ARR` is highly correlated with `df_index` and 6 other fields	High correlation
`SS` is highly correlated with `Date` and 10 other fields	High correlation
`MS` is highly correlated with `Date` and 9 other fields	High correlation
`BS` is highly correlated with `Date` and 6 other fields	High correlation
`SE` is highly correlated with `Date` and 11 other fields	High correlation
`SMI` is highly correlated with `Date` and 9 other fields	High correlation
`AI` is highly correlated with `Date` and 5 other fields	High correlation
`REMP` is highly correlated with `Date` and 10 other fields	High correlation
`SWSP` is highly correlated with `Date` and 10 other fields	High correlation
`Onset` is highly correlated with `Date` and 14 other fields	High correlation
`Offset` is highly correlated with `Date` and 2 other fields	High correlation
`TSDP` is highly correlated with `Date` and 15 other fields	High correlation
`Midpoint` is highly correlated with `Date` and 7 other fields	High correlation
`Day` is highly correlated with `Date` and 2 other fields	High correlation
`IsWeekend` is highly correlated with `Date` and 2 other fields	High correlation
`SleepRegularity` is highly correlated with `df_index` and 10 other fields	High correlation
`Bedtime` has 11 (26.2%) missing values	Missing
`SOL` has 11 (26.2%) missing values	Missing
`TST` has 11 (26.2%) missing values	Missing
`WASO` has 11 (26.2%) missing values	Missing
`Waketime` has 11 (26.2%) missing values	Missing
`TIB` has 11 (26.2%) missing values	Missing
`NOA` has 11 (26.2%) missing values	Missing
`LSD` has 11 (26.2%) missing values	Missing
`DSD` has 11 (26.2%) missing values	Missing
`REMSD` has 11 (26.2%) missing values	Missing
`ARR` has 11 (26.2%) missing values	Missing
`SS` has 11 (26.2%) missing values	Missing
`MS` has 11 (26.2%) missing values	Missing
`BS` has 11 (26.2%) missing values	Missing
`SE` has 11 (26.2%) missing values	Missing
`SMI` has 11 (26.2%) missing values	Missing
`AI` has 11 (26.2%) missing values	Missing
`REMP` has 11 (26.2%) missing values	Missing
`SWSP` has 11 (26.2%) missing values	Missing
`Onset` has 11 (26.2%) missing values	Missing
`Offset` has 11 (26.2%) missing values	Missing
`TSDP` has 11 (26.2%) missing values	Missing
`Midpoint` has 11 (26.2%) missing values	Missing
`SleepRegularity` has 6 (14.3%) missing values	Missing
`df_index` is uniformly distributed	Uniform
`Day` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`Date` has unique values	Unique
`df_index` has 1 (2.4%) zeros	Zeros

Reproduction

Analysis started	2022-11-25 20:46:54.031176
Analysis finished	2022-11-25 20:48:20.948049
Duration	1 minute and 26.92 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE
ZEROS

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.5

Minimum	0
Maximum	41
Zeros	1
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	0
5-th percentile	2.05
Q1	10.25
median	20.5
Q3	30.75
95-th percentile	38.95
Maximum	41
Range	41
Interquartile range (IQR)	20.5

Descriptive statistics

Standard deviation	12.26784415
Coefficient of variation (CV)	0.5984314218
Kurtosis	-1.2
Mean	20.5
Median Absolute Deviation (MAD)	10.5
Skewness	0
Sum	861
Variance	150.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	1	2.4%
21	1	2.4%
35	1	2.4%
36	1	2.4%
37	1	2.4%
38	1	2.4%
39	1	2.4%
40	1	2.4%
19	1	2.4%
20	1	2.4%
Other values (32)	32	76.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	2.4%
1	1	2.4%
2	1	2.4%
3	1	2.4%
4	1	2.4%
5	1	2.4%
6	1	2.4%
7	1	2.4%
8	1	2.4%
9	1	2.4%

Value	Count	Frequency (%)
41	1	2.4%
40	1	2.4%
39	1	2.4%
38	1	2.4%
37	1	2.4%
36	1	2.4%
35	1	2.4%
34	1	2.4%
33	1	2.4%
32	1	2.4%

Date
Date

HIGH CORRELATION
UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	464.0 B

Minimum	2022-09-30 00:00:00
Maximum	2022-11-10 00:00:00

Histogram

Histogram with fixed size bins (bins=42)

Bedtime
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	23.45537634

Minimum	21.44611111
Maximum	26.335
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	21.44611111
5-th percentile	22.22916667
Q1	22.70347222
median	23.37
Q3	24.08833334
95-th percentile	24.71430555
Maximum	26.335
Range	4.88888889
Interquartile range (IQR)	1.384861115

Descriptive statistics

Standard deviation	1.005486463
Coefficient of variation (CV)	0.04286805928
Kurtosis	0.897388388
Mean	23.45537634
Median Absolute Deviation (MAD)	0.69777778
Skewness	0.5368436484
Sum	727.1166667
Variance	1.011003028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
23.06277778	1	2.4%
23.935	1	2.4%
23.83694444	1	2.4%
24.24166667	1	2.4%
22.67222222	1	2.4%
23.27583333	1	2.4%
24.67333333	1	2.4%
24.30888889	1	2.4%
24.49388889	1	2.4%
23.6475	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21.44611111	1	2.4%
22.17861111	1	2.4%
22.27972222	1	2.4%
22.29888889	1	2.4%
22.33722222	1	2.4%
22.38722222	1	2.4%
22.57166667	1	2.4%
22.67222222	1	2.4%
22.73472222	1	2.4%
22.96138889	1	2.4%

Value	Count	Frequency (%)
26.335	1	2.4%
24.75527778	1	2.4%
24.67333333	1	2.4%
24.62861111	1	2.4%
24.5075	1	2.4%
24.49388889	1	2.4%
24.30888889	1	2.4%
24.24166667	1	2.4%
23.935	1	2.4%
23.83694444	1	2.4%

SOL
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	22
Distinct (%)	71.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	22.61290323

Minimum	5
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	5
5-th percentile	6.5
Q1	10.5
median	18
Q3	30.5
95-th percentile	50
Maximum	79
Range	74
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	16.40869164
Coefficient of variation (CV)	0.7256340097
Kurtosis	3.389348346
Mean	22.61290323
Median Absolute Deviation (MAD)	10
Skewness	1.634513516
Sum	701
Variance	269.2451613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
8	5	11.9%
21	2	4.8%
18	2	4.8%
15	2	4.8%
5	2	4.8%
17	2	4.8%
36	1	2.4%
16	1	2.4%
34	1	2.4%
10	1	2.4%
Other values (12)	12	28.6%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	2	4.8%
8	5	11.9%
10	1	2.4%
11	1	2.4%
13	1	2.4%
15	2	4.8%
16	1	2.4%
17	2	4.8%
18	2	4.8%
19	1	2.4%

Value	Count	Frequency (%)
79	1	2.4%
51	1	2.4%
49	1	2.4%
40	1	2.4%
39	1	2.4%
36	1	2.4%
34	1	2.4%
33	1	2.4%
28	1	2.4%
27	1	2.4%

TST
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	30
Distinct (%)	96.8%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	413.6774194

Minimum	258
Maximum	534
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	258
5-th percentile	353
Q1	386
median	417
Q3	445
95-th percentile	463.5
Maximum	534
Range	276
Interquartile range (IQR)	59

Descriptive statistics

Standard deviation	48.46606173
Coefficient of variation (CV)	0.11715907
Kurtosis	3.097415668
Mean	413.6774194
Median Absolute Deviation (MAD)	30
Skewness	-0.6796162513
Sum	12824
Variance	2348.95914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
455	2	4.8%
390	1	2.4%
382	1	2.4%
366	1	2.4%
465	1	2.4%
428	1	2.4%
340	1	2.4%
374	1	2.4%
371	1	2.4%
433	1	2.4%
Other values (20)	20	47.6%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
258	1	2.4%
340	1	2.4%
366	1	2.4%
371	1	2.4%
374	1	2.4%
378	1	2.4%
382	1	2.4%
385	1	2.4%
387	1	2.4%
390	1	2.4%

Value	Count	Frequency (%)
534	1	2.4%
465	1	2.4%
462	1	2.4%
461	1	2.4%
455	2	4.8%
454	1	2.4%
447	1	2.4%
443	1	2.4%
439	1	2.4%
433	1	2.4%

WASO
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	23
Distinct (%)	74.2%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	39.4516129

Minimum	12
Maximum	104
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	12
5-th percentile	18.5
Q1	29
median	36
Q3	44
95-th percentile	80
Maximum	104
Range	92
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	19.39216115
Coefficient of variation (CV)	0.4915429236
Kurtosis	4.309247072
Mean	39.4516129
Median Absolute Deviation (MAD)	8
Skewness	1.828435033
Sum	1223
Variance	376.055914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
44	3	7.1%
31	2	4.8%
38	2	4.8%
36	2	4.8%
43	2	4.8%
33	2	4.8%
50	2	4.8%
32	1	2.4%
35	1	2.4%
26	1	2.4%
Other values (13)	13	31.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12	1	2.4%
18	1	2.4%
19	1	2.4%
21	1	2.4%
22	1	2.4%
24	1	2.4%
26	1	2.4%
27	1	2.4%
31	2	4.8%
32	1	2.4%

Value	Count	Frequency (%)
104	1	2.4%
91	1	2.4%
69	1	2.4%
50	2	4.8%
49	1	2.4%
44	3	7.1%
43	2	4.8%
41	1	2.4%
39	1	2.4%
38	2	4.8%

Waketime
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	7.450268817

Minimum	6.884722222
Maximum	8.376666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	6.884722222
5-th percentile	6.960833334
Q1	7.17375
median	7.312222222
Q3	7.625694445
95-th percentile	8.212777778
Maximum	8.376666667
Range	1.491944445
Interquartile range (IQR)	0.4519444445

Descriptive statistics

Standard deviation	0.3877432895
Coefficient of variation (CV)	0.05204420122
Kurtosis	0.1634595444
Mean	7.450268817
Median Absolute Deviation (MAD)	0.193333334
Skewness	0.9032532594
Sum	230.9583333
Variance	0.1503448585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
7.529444445	1	2.4%
8.376666667	1	2.4%
7.145277778	1	2.4%
7.375	1	2.4%
7.505555556	1	2.4%
7.350833333	1	2.4%
7.931666667	1	2.4%
7.283888889	1	2.4%
7.660555556	1	2.4%
7.739166667	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.884722222	1	2.4%
6.941666667	1	2.4%
6.98	1	2.4%
7.104722222	1	2.4%
7.119722222	1	2.4%
7.129444444	1	2.4%
7.145277778	1	2.4%
7.169166667	1	2.4%
7.178333333	1	2.4%
7.248888889	1	2.4%

Value	Count	Frequency (%)
8.376666667	1	2.4%
8.270277778	1	2.4%
8.155277778	1	2.4%
8.068611111	1	2.4%
7.931666667	1	2.4%
7.759722222	1	2.4%
7.739166667	1	2.4%
7.660555556	1	2.4%
7.590833333	1	2.4%
7.576666667	1	2.4%

TIB
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	28
Distinct (%)	90.3%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	476.4193548

Minimum	314
Maximum	580
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	314
5-th percentile	404
Q1	445
median	484
Q3	518
95-th percentile	538
Maximum	580
Range	266
Interquartile range (IQR)	73

Descriptive statistics

Standard deviation	53.80692285
Coefficient of variation (CV)	0.1129402538
Kurtosis	1.37299528
Mean	476.4193548
Median Absolute Deviation (MAD)	38
Skewness	-0.7253491558
Sum	14769
Variance	2895.184946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
489	2	4.8%
404	2	4.8%
535	2	4.8%
508	1	2.4%
458	1	2.4%
438	1	2.4%
427	1	2.4%
530	1	2.4%
484	1	2.4%
418	1	2.4%
Other values (18)	18	42.9%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
314	1	2.4%
404	2	4.8%
418	1	2.4%
427	1	2.4%
429	1	2.4%
438	1	2.4%
444	1	2.4%
446	1	2.4%
449	1	2.4%
456	1	2.4%

Value	Count	Frequency (%)
580	1	2.4%
539	1	2.4%
537	1	2.4%
535	2	4.8%
530	1	2.4%
522	1	2.4%
519	1	2.4%
517	1	2.4%
508	1	2.4%
506	1	2.4%

NOA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	7
Distinct (%)	22.6%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	5.774193548

Minimum	3
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	3
5-th percentile	3
Q1	5
median	6
Q3	6.5
95-th percentile	8.5
Maximum	9
Range	6
Interquartile range (IQR)	1.5

Descriptive statistics

Standard deviation	1.564388644
Coefficient of variation (CV)	0.2709276422
Kurtosis	0.1465747791
Mean	5.774193548
Median Absolute Deviation (MAD)	1
Skewness	-0.1015147724
Sum	179
Variance	2.447311828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
6	13	31.0%
7	5	11.9%
3	4	9.5%
5	4	9.5%
9	2	4.8%
4	2	4.8%
8	1	2.4%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	4	9.5%
4	2	4.8%
5	4	9.5%
6	13	31.0%
7	5	11.9%
8	1	2.4%
9	2	4.8%

Value	Count	Frequency (%)
9	2	4.8%
8	1	2.4%
7	5	11.9%
6	13	31.0%
5	4	9.5%
4	2	4.8%
3	4	9.5%

LSD
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	26
Distinct (%)	83.9%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	211.9677419

Minimum	90
Maximum	311
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	90
5-th percentile	167
Q1	192
median	203
Q3	233
95-th percentile	283
Maximum	311
Range	221
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	42.21017561
Coefficient of variation (CV)	0.1991349024
Kurtosis	2.138503485
Mean	211.9677419
Median Absolute Deviation (MAD)	17
Skewness	0.02062416585
Sum	6571
Variance	1781.698925
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
220	2	4.8%
192	2	4.8%
261	2	4.8%
203	2	4.8%
193	2	4.8%
214	1	2.4%
196	1	2.4%
232	1	2.4%
311	1	2.4%
186	1	2.4%
Other values (16)	16	38.1%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
90	1	2.4%
155	1	2.4%
179	1	2.4%
181	1	2.4%
185	1	2.4%
186	1	2.4%
187	1	2.4%
192	2	4.8%
193	2	4.8%
194	1	2.4%

Value	Count	Frequency (%)
311	1	2.4%
305	1	2.4%
261	2	4.8%
253	1	2.4%
252	1	2.4%
246	1	2.4%
234	1	2.4%
232	1	2.4%
220	2	4.8%
218	1	2.4%

DSD
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	26
Distinct (%)	83.9%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	127.5483871

Minimum	73
Maximum	181
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	73
5-th percentile	79.5
Q1	113.5
median	126
Q3	145.5
95-th percentile	169
Maximum	181
Range	108
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	26.26256996
Coefficient of variation (CV)	0.2059027993
Kurtosis	-0.03296132138
Mean	127.5483871
Median Absolute Deviation (MAD)	15
Skewness	-0.1015333899
Sum	3954
Variance	689.7225806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
111	2	4.8%
126	2	4.8%
118	2	4.8%
147	2	4.8%
164	2	4.8%
152	1	2.4%
73	1	2.4%
79	1	2.4%
105	1	2.4%
124	1	2.4%
Other values (16)	16	38.1%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
73	1	2.4%
79	1	2.4%
80	1	2.4%
95	1	2.4%
105	1	2.4%
111	2	4.8%
112	1	2.4%
115	1	2.4%
116	1	2.4%
118	2	4.8%

Value	Count	Frequency (%)
181	1	2.4%
174	1	2.4%
164	2	4.8%
152	1	2.4%
147	2	4.8%
146	1	2.4%
145	1	2.4%
142	1	2.4%
141	1	2.4%
137	1	2.4%

REMSD
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	25
Distinct (%)	80.6%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	73.64516129

Minimum	26
Maximum	111
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	26
5-th percentile	29.5
Q1	55.5
median	76
Q3	91
95-th percentile	103.5
Maximum	111
Range	85
Interquartile range (IQR)	35.5

Descriptive statistics

Standard deviation	22.97469389
Coefficient of variation (CV)	0.311964744
Kurtosis	-0.4943088302
Mean	73.64516129
Median Absolute Deviation (MAD)	19
Skewness	-0.5201840534
Sum	2283
Variance	527.8365591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
82	3	7.1%
52	2	4.8%
87	2	4.8%
75	2	4.8%
96	2	4.8%
89	1	2.4%
55	1	2.4%
28	1	2.4%
95	1	2.4%
68	1	2.4%
Other values (15)	15	35.7%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
26	1	2.4%
28	1	2.4%
31	1	2.4%
47	1	2.4%
49	1	2.4%
52	2	4.8%
55	1	2.4%
56	1	2.4%
60	1	2.4%
68	1	2.4%

Value	Count	Frequency (%)
111	1	2.4%
106	1	2.4%
101	1	2.4%
99	1	2.4%
96	2	4.8%
95	1	2.4%
93	1	2.4%
89	1	2.4%
87	2	4.8%
82	3	7.1%

ARR
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	27
Distinct (%)	87.1%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	13.90322581

Minimum	13.25
Maximum	14.85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	13.25
5-th percentile	13.375
Q1	13.73
median	13.88
Q3	14.125
95-th percentile	14.315
Maximum	14.85
Range	1.6
Interquartile range (IQR)	0.395

Descriptive statistics

Standard deviation	0.3233819939
Coefficient of variation (CV)	0.02325949376
Kurtosis	1.394417418
Mean	13.90322581
Median Absolute Deviation (MAD)	0.2
Skewness	0.4358516416
Sum	431
Variance	0.104575914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
13.75	3	7.1%
13.88	2	4.8%
14.15	2	4.8%
14.32	1	2.4%
13.59	1	2.4%
13.25	1	2.4%
14.08	1	2.4%
13.92	1	2.4%
14.14	1	2.4%
13.58	1	2.4%
Other values (17)	17	40.5%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
13.25	1	2.4%
13.33	1	2.4%
13.42	1	2.4%
13.58	1	2.4%
13.59	1	2.4%
13.65	1	2.4%
13.68	1	2.4%
13.71	1	2.4%
13.75	3	7.1%
13.78	1	2.4%

Value	Count	Frequency (%)
14.85	1	2.4%
14.32	1	2.4%
14.31	1	2.4%
14.24	1	2.4%
14.16	1	2.4%
14.15	2	4.8%
14.14	1	2.4%
14.11	1	2.4%
14.08	1	2.4%
14.07	1	2.4%

SS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	19
Distinct (%)	61.3%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	84.4516129

Minimum	59
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	59
5-th percentile	74.5
Q1	81
median	85
Q3	90
95-th percentile	92
Maximum	94
Range	35
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.15932357
Coefficient of variation (CV)	0.08477426687
Kurtosis	3.962486178
Mean	84.4516129
Median Absolute Deviation (MAD)	5
Skewness	-1.551699421
Sum	2618
Variance	51.25591398
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
90	4	9.5%
81	3	7.1%
91	3	7.1%
92	2	4.8%
79	2	4.8%
85	2	4.8%
88	2	4.8%
84	2	4.8%
59	1	2.4%
77	1	2.4%
Other values (9)	9	21.4%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
59	1	2.4%
74	1	2.4%
75	1	2.4%
77	1	2.4%
79	2	4.8%
80	1	2.4%
81	3	7.1%
82	1	2.4%
83	1	2.4%
84	2	4.8%

Value	Count	Frequency (%)
94	1	2.4%
92	2	4.8%
91	3	7.1%
90	4	9.5%
89	1	2.4%
88	2	4.8%
87	1	2.4%
86	1	2.4%
85	2	4.8%
84	2	4.8%

MS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	22
Distinct (%)	71.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	77.90322581

Minimum	50
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	50
5-th percentile	54
Q1	70
median	82
Q3	88
95-th percentile	91.5
Maximum	94
Range	44
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	12.1774514
Coefficient of variation (CV)	0.1563151111
Kurtosis	-0.2617418419
Mean	77.90322581
Median Absolute Deviation (MAD)	8
Skewness	-0.8016639869
Sum	2415
Variance	148.2903226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
83	4	9.5%
90	3	7.1%
85	2	4.8%
82	2	4.8%
89	2	4.8%
71	2	4.8%
77	1	2.4%
73	1	2.4%
55	1	2.4%
78	1	2.4%
Other values (12)	12	28.6%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50	1	2.4%
53	1	2.4%
55	1	2.4%
62	1	2.4%
64	1	2.4%
66	1	2.4%
68	1	2.4%
69	1	2.4%
71	2	4.8%
73	1	2.4%

Value	Count	Frequency (%)
94	1	2.4%
92	1	2.4%
91	1	2.4%
90	3	7.1%
89	2	4.8%
87	1	2.4%
85	2	4.8%
83	4	9.5%
82	2	4.8%
80	1	2.4%

BS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	17
Distinct (%)	54.8%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	86.41935484

Minimum	72
Maximum	96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	72
5-th percentile	74
Q1	83.5
median	87
Q3	90.5
95-th percentile	94.5
Maximum	96
Range	24
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.965311914
Coefficient of variation (CV)	0.06902749882
Kurtosis	0.4696396685
Mean	86.41935484
Median Absolute Deviation (MAD)	4
Skewness	-0.750382405
Sum	2679
Variance	35.58494624
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
90	3	7.1%
91	3	7.1%
83	3	7.1%
86	3	7.1%
88	2	4.8%
87	2	4.8%
85	2	4.8%
84	2	4.8%
94	2	4.8%
74	2	4.8%
Other values (7)	7	16.7%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
72	1	2.4%
74	2	4.8%
79	1	2.4%
82	1	2.4%
83	3	7.1%
84	2	4.8%
85	2	4.8%
86	3	7.1%
87	2	4.8%
88	2	4.8%

Value	Count	Frequency (%)
96	1	2.4%
95	1	2.4%
94	2	4.8%
92	1	2.4%
91	3	7.1%
90	3	7.1%
89	1	2.4%
88	2	4.8%
87	2	4.8%
86	3	7.1%

SE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	30
Distinct (%)	96.8%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	86.84677419

Minimum	77.08
Maximum	93.56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	77.08
5-th percentile	81.46
Q1	84.795
median	87.21
Q3	89.33
95-th percentile	91.56
Maximum	93.56
Range	16.48
Interquartile range (IQR)	4.535

Descriptive statistics

Standard deviation	3.461370044
Coefficient of variation (CV)	0.03985605771
Kurtosis	0.9439835773
Mean	86.84677419
Median Absolute Deviation (MAD)	2.17
Skewness	-0.6479666027
Sum	2692.25
Variance	11.98108258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
85.71	2	4.8%
89.57	1	2.4%
77.08	1	2.4%
87.21	1	2.4%
87.74	1	2.4%
88.43	1	2.4%
84.16	1	2.4%
89.47	1	2.4%
86.48	1	2.4%
89.28	1	2.4%
Other values (20)	20	47.6%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
77.08	1	2.4%
81.03	1	2.4%
81.89	1	2.4%
82.17	1	2.4%
84.05	1	2.4%
84.16	1	2.4%
84.43	1	2.4%
84.54	1	2.4%
85.05	1	2.4%
85.69	1	2.4%

Value	Count	Frequency (%)
93.56	1	2.4%
92.07	1	2.4%
91.05	1	2.4%
90.42	1	2.4%
89.78	1	2.4%
89.57	1	2.4%
89.47	1	2.4%
89.38	1	2.4%
89.28	1	2.4%
88.69	1	2.4%

SMI
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	90.55092779

Minimum	78.23470411
Maximum	95.37166895
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	78.23470411
5-th percentile	83.19596306
Q1	89.58853943
median	90.86859693
Q3	92.64670054
95-th percentile	95.1351124
Maximum	95.37166895
Range	17.13696484
Interquartile range (IQR)	3.058161108

Descriptive statistics

Standard deviation	3.854835057
Coefficient of variation (CV)	0.04257090624
Kurtosis	2.727709448
Mean	90.55092779
Median Absolute Deviation (MAD)	1.613998698
Skewness	-1.445601743
Sum	2807.078762
Variance	14.85975332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
93.42915813	1	2.4%
78.23470411	1	2.4%
90.41420112	1	2.4%
92.89340106	1	2.4%
91.35559919	1	2.4%
90.20021071	1	2.4%
95.37166895	1	2.4%
90.44740025	1	2.4%
87.91469195	1	2.4%
90.68062827	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
78.23470411	1	2.4%
82.21574342	1	2.4%
84.1761827	1	2.4%
85.17034067	1	2.4%
87.91469195	1	2.4%
88.93241922	1	2.4%
89.017341	1	2.4%
89.25459824	1	2.4%
89.92248062	1	2.4%
90.20021071	1	2.4%

Value	Count	Frequency (%)
95.37166895	1	2.4%
95.14563106	1	2.4%
95.12459373	1	2.4%
95.09433963	1	2.4%
94.84902308	1	2.4%
93.83561641	1	2.4%
93.42915813	1	2.4%
92.89340106	1	2.4%
92.40000001	1	2.4%
91.95148841	1	2.4%

AI
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	27
Distinct (%)	87.1%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.8458064516

Minimum	0.43
Maximum	1.27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	0.43
5-th percentile	0.445
Q1	0.71
median	0.86
Q3	1.005
95-th percentile	1.165
Maximum	1.27
Range	0.84
Interquartile range (IQR)	0.295

Descriptive statistics

Standard deviation	0.2372449394
Coefficient of variation (CV)	0.2804955424
Kurtosis	-0.7747829353
Mean	0.8458064516
Median Absolute Deviation (MAD)	0.17
Skewness	-0.2433467081
Sum	26.22
Variance	0.05628516129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0.79	3	7.1%
0.81	2	4.8%
1.12	2	4.8%
0.92	1	2.4%
0.98	1	2.4%
0.77	1	2.4%
0.53	1	2.4%
1.13	1	2.4%
0.97	1	2.4%
0.87	1	2.4%
Other values (17)	17	40.5%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.43	1	2.4%
0.44	1	2.4%
0.45	1	2.4%
0.46	1	2.4%
0.53	1	2.4%
0.57	1	2.4%
0.65	1	2.4%
0.68	1	2.4%
0.74	1	2.4%
0.77	1	2.4%

Value	Count	Frequency (%)
1.27	1	2.4%
1.17	1	2.4%
1.16	1	2.4%
1.13	1	2.4%
1.12	2	4.8%
1.09	1	2.4%
1.03	1	2.4%
0.98	1	2.4%
0.97	1	2.4%
0.95	1	2.4%

REMP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	17.87741935

Minimum	5.63
Maximum	25.26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	5.63
5-th percentile	6.78
Q1	15.34
median	19.24
Q3	21.245
95-th percentile	23.915
Maximum	25.26
Range	19.63
Interquartile range (IQR)	5.905

Descriptive statistics

Standard deviation	5.148553821
Coefficient of variation (CV)	0.2879920037
Kurtosis	0.4545793965
Mean	17.87741935
Median Absolute Deviation (MAD)	2.81
Skewness	-1.004295243
Sum	554.2
Variance	26.50760645
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
19.56	1	2.4%
12.05	1	2.4%
13.61	1	2.4%
16.39	1	2.4%
6.02	1	2.4%
22.2	1	2.4%
24.12	1	2.4%
20.05	1	2.4%
14.02	1	2.4%
18.94	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.63	1	2.4%
6.02	1	2.4%
7.54	1	2.4%
11.53	1	2.4%
12.05	1	2.4%
13.61	1	2.4%
14.02	1	2.4%
14.29	1	2.4%
16.39	1	2.4%
16.43	1	2.4%

Value	Count	Frequency (%)
25.26	1	2.4%
24.12	1	2.4%
23.71	1	2.4%
23.01	1	2.4%
22.91	1	2.4%
22.2	1	2.4%
21.71	1	2.4%
21.67	1	2.4%
20.82	1	2.4%
20.79	1	2.4%

SWSP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	30.95870968

Minimum	19.95
Maximum	43.02
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	19.95
5-th percentile	20.96
Q1	27.26
median	31.22
Q3	34.935
95-th percentile	39.695
Maximum	43.02
Range	23.07
Interquartile range (IQR)	7.675

Descriptive statistics

Standard deviation	5.932860323
Coefficient of variation (CV)	0.1916378423
Kurtosis	-0.522979094
Mean	30.95870968
Median Absolute Deviation (MAD)	3.79
Skewness	-0.1579839342
Sum	959.72
Variance	35.19883161
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
33.41	1	2.4%
33.85	1	2.4%
37.17	1	2.4%
19.95	1	2.4%
27.1	1	2.4%
34.35	1	2.4%
23.24	1	2.4%
28.07	1	2.4%
33.42	1	2.4%
30.02	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19.95	1	2.4%
20.67	1	2.4%
21.25	1	2.4%
22.1	1	2.4%
23.24	1	2.4%
24.3	1	2.4%
27.06	1	2.4%
27.1	1	2.4%
27.42	1	2.4%
28.07	1	2.4%

Value	Count	Frequency (%)
43.02	1	2.4%
39.78	1	2.4%
39.61	1	2.4%
37.66	1	2.4%
37.17	1	2.4%
36.12	1	2.4%
35.01	1	2.4%
34.95	1	2.4%
34.92	1	2.4%
34.35	1	2.4%

Onset
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	23.83225806

Minimum	21.74611111
Maximum	26.46833333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	21.74611111
5-th percentile	22.61680555
Q1	23.2175
median	23.73333333
Q3	24.34736111
95-th percentile	25.51430555
Maximum	26.46833333
Range	4.722222223
Interquartile range (IQR)	1.129861112

Descriptive statistics

Standard deviation	0.9749052999
Coefficient of variation (CV)	0.04090696304
Kurtosis	1.225926213
Mean	23.83225806
Median Absolute Deviation (MAD)	0.6588888933
Skewness	0.6477040639
Sum	738.8
Variance	0.9504403438
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
23.41277778	1	2.4%
24.06833333	1	2.4%
24.10361111	1	2.4%
24.80833334	1	2.4%
23.02222222	1	2.4%
23.4425	1	2.4%
25.99	1	2.4%
24.39222222	1	2.4%
24.62722222	1	2.4%
23.78083333	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21.74611111	1	2.4%
22.52972222	1	2.4%
22.70388889	1	2.4%
22.87166667	1	2.4%
22.94888889	1	2.4%
22.99527778	1	2.4%
23.00388889	1	2.4%
23.02222222	1	2.4%
23.41277778	1	2.4%
23.42805556	1	2.4%

Value	Count	Frequency (%)
26.46833333	1	2.4%
25.99	1	2.4%
25.03861111	1	2.4%
24.80833334	1	2.4%
24.71194444	1	2.4%
24.64083333	1	2.4%
24.62722222	1	2.4%
24.39222222	1	2.4%
24.3025	1	2.4%
24.10361111	1	2.4%

Offset
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	7.450268817

Minimum	6.884722222
Maximum	8.376666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	6.884722222
5-th percentile	6.960833334
Q1	7.17375
median	7.312222222
Q3	7.625694445
95-th percentile	8.212777778
Maximum	8.376666667
Range	1.491944445
Interquartile range (IQR)	0.4519444445

Descriptive statistics

Standard deviation	0.3877432895
Coefficient of variation (CV)	0.05204420122
Kurtosis	0.1634595444
Mean	7.450268817
Median Absolute Deviation (MAD)	0.193333334
Skewness	0.9032532594
Sum	230.9583333
Variance	0.1503448585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
7.529444445	1	2.4%
8.376666667	1	2.4%
7.145277778	1	2.4%
7.375	1	2.4%
7.505555556	1	2.4%
7.350833333	1	2.4%
7.931666667	1	2.4%
7.283888889	1	2.4%
7.660555556	1	2.4%
7.739166667	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.884722222	1	2.4%
6.941666667	1	2.4%
6.98	1	2.4%
7.104722222	1	2.4%
7.119722222	1	2.4%
7.129444444	1	2.4%
7.145277778	1	2.4%
7.169166667	1	2.4%
7.178333333	1	2.4%
7.248888889	1	2.4%

Value	Count	Frequency (%)
8.376666667	1	2.4%
8.270277778	1	2.4%
8.155277778	1	2.4%
8.068611111	1	2.4%
7.931666667	1	2.4%
7.759722222	1	2.4%
7.739166667	1	2.4%
7.660555556	1	2.4%
7.590833333	1	2.4%
7.576666667	1	2.4%

TSDP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	457.0806452

Minimum	306.5
Maximum	563
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	306.5
5-th percentile	375.25
Q1	424.7500001
median	458.9999998
Q3	496.7500001
95-th percentile	515.5000001
Maximum	563
Range	256.5
Interquartile range (IQR)	72

Descriptive statistics

Standard deviation	52.36571664
Coefficient of variation (CV)	0.1145655962
Kurtosis	1.199058945
Mean	457.0806452
Median Absolute Deviation (MAD)	36.4999995
Skewness	-0.7340562302
Sum	14169.5
Variance	2742.16828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
486.9999999	1	2.4%
498.5	1	2.4%
422.5000003	1	2.4%
393.9999998	1	2.4%
509.0000002	1	2.4%
474.5000002	1	2.4%
356.5000002	1	2.4%
413.4999999	1	2.4%
422	1	2.4%
477.5	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
306.5	1	2.4%
356.5000002	1	2.4%
393.9999998	1	2.4%
397.5	1	2.4%
412	1	2.4%
413.4999999	1	2.4%
422	1	2.4%
422.5000003	1	2.4%
426.9999999	1	2.4%
432.5000002	1	2.4%

Value	Count	Frequency (%)
563	1	2.4%
516.5000001	1	2.4%
514.5000001	1	2.4%
510.4999999	1	2.4%
509.0000002	1	2.4%
499.9999999	1	2.4%
499	1	2.4%
498.5	1	2.4%
495.0000001	1	2.4%
486.9999999	1	2.4%

Midpoint
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.104229391

Minimum	3.604166669
Maximum	5.0225
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	3.604166669
5-th percentile	3.637222222
Q1	3.831527777
median	4.058333332
Q3	4.247916667
95-th percentile	4.826249999
Maximum	5.0225
Range	1.418333332
Interquartile range (IQR)	0.4163888896

Descriptive statistics

Standard deviation	0.3603743675
Coefficient of variation (CV)	0.08780561055
Kurtosis	0.7447314725
Mean	4.104229391
Median Absolute Deviation (MAD)	0.2202777763
Skewness	0.9482394691
Sum	127.2311111
Variance	0.1298696848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
4.058333332	1	2.4%
4.2225	1	2.4%
3.624444442	1	2.4%
4.091666668	1	2.4%
4.241666668	1	2.4%
3.954166668	1	2.4%
4.960833332	1	2.4%
3.838055556	1	2.4%
4.14388889	1	2.4%
3.979166667	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.604166669	1	2.4%
3.624444442	1	2.4%
3.650000001	1	2.4%
3.735833334	1	2.4%
3.741666665	1	2.4%
3.7625	1	2.4%
3.808333334	1	2.4%
3.824999998	1	2.4%
3.838055556	1	2.4%
3.845833333	1	2.4%

Value	Count	Frequency (%)
5.0225	1	2.4%
4.960833332	1	2.4%
4.691666667	1	2.4%
4.596944446	1	2.4%
4.491111111	1	2.4%
4.304166668	1	2.4%
4.287500001	1	2.4%
4.254166665	1	2.4%
4.241666668	1	2.4%
4.2225	1	2.4%

Day
Categorical

HIGH CORRELATION
HIGH CORRELATION
UNIFORM

Distinct	7
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Memory size	464.0 B

Friday	6
Saturday	6
Sunday	6
Monday	6
Tuesday	6
Other values (2)	12

Length

Max length	9
Median length	7
Mean length	7.142857143
Min length	6

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Friday
2nd row	Saturday
3rd row	Sunday
4th row	Monday
5th row	Tuesday

Common Values

Value	Count	Frequency (%)
Friday	6	14.3%
Saturday	6	14.3%
Sunday	6	14.3%
Monday	6	14.3%
Tuesday	6	14.3%
Wednesday	6	14.3%
Thursday	6	14.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
friday	6	14.3%
saturday	6	14.3%
sunday	6	14.3%
monday	6	14.3%
tuesday	6	14.3%
wednesday	6	14.3%
thursday	6	14.3%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

IsWeekend
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Memory size	170.0 B

False	30
True	12

Common Values
Chart

Value	Count	Frequency (%)
False	30	71.4%
True	12	28.6%

SleepRegularity
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	33
Distinct (%)	91.7%
Missing	6
Missing (%)	14.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.3226947082

Minimum	0.1422780931
Maximum	0.6276847889
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	0.1422780931
5-th percentile	0.1429319605
Q1	0.2021388054
median	0.2552195965
Q3	0.4277021389
95-th percentile	0.5893551095
Maximum	0.6276847889
Range	0.4854066958
Interquartile range (IQR)	0.2255633334

Descriptive statistics

Standard deviation	0.147405001
Coefficient of variation (CV)	0.4567939827
Kurtosis	-0.8438127856
Mean	0.3226947082
Median Absolute Deviation (MAD)	0.1045936256
Skewness	0.6046761429
Sum	11.6170095
Variance	0.02172823431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0.2410098835	2	4.8%
0.6276847889	2	4.8%
0.1422780931	2	4.8%
0.5765785497	1	2.4%
0.4138133567	1	2.4%
0.4440896845	1	2.4%
0.4451755771	1	2.4%
0.193029042	1	2.4%
0.5099540571	1	2.4%
0.3523371674	1	2.4%
Other values (23)	23	54.8%
(Missing)	6	14.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1422780931	2	4.8%
0.1431499162	1	2.4%
0.1592580824	1	2.4%
0.1760484467	1	2.4%
0.193029042	1	2.4%
0.1951032501	1	2.4%
0.1954804748	1	2.4%
0.1978179588	1	2.4%
0.2035790877	1	2.4%
0.2043111741	1	2.4%

Value	Count	Frequency (%)
0.6276847889	2	4.8%
0.5765785497	1	2.4%
0.5551159829	1	2.4%
0.5099540571	1	2.4%
0.4982286343	1	2.4%
0.4451755771	1	2.4%
0.4440896845	1	2.4%
0.4315840992	1	2.4%
0.4264081521	1	2.4%
0.4234215074	1	2.4%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	df_index	Date	Bedtime	SOL	TST	WASO	Waketime	TIB	NOA	LSD	DSD	REMSD	ARR	SS	MS	BS	SE	SMI	AI	REMP	SWSP	Onset	Offset	TSDP	Midpoint	Day	IsWeekend	SleepRegularity
0	0	2022-09-30	23.062778	21.0	455.0	32.0	7.529444	508.0	6.0	214.0	152.0	89.0	13.86	92.0	87.0	92.0	89.57	93.429158	0.79	19.56	33.41	23.412778	7.529444	487.0	4.058333	Friday	True	NaN
1	1	2022-10-01	22.387222	19.0	461.0	50.0	7.312222	535.0	9.0	252.0	112.0	96.0	13.82	92.0	94.0	83.0	86.17	89.254598	1.17	20.82	24.30	22.703889	7.312222	516.5	4.304167	Saturday	True	NaN
2	2	2022-10-02	22.571667	18.0	447.0	31.0	6.980000	504.0	6.0	246.0	95.0	106.0	14.11	91.0	91.0	79.0	88.69	91.880781	0.81	23.71	21.25	22.871667	6.980000	486.5	4.054167	Sunday	False	0.143150
3	3	2022-10-03	22.734722	51.0	411.0	22.0	6.884722	489.0	3.0	253.0	126.0	31.0	14.15	79.0	53.0	87.0	84.05	93.835616	0.44	7.54	30.66	23.584722	6.884722	438.0	3.650000	Monday	False	0.270951
4	4	2022-10-04	24.507500	8.0	378.0	18.0	7.265833	404.0	6.0	185.0	118.0	74.0	14.85	85.0	83.0	85.0	93.56	95.094340	0.95	19.58	31.22	24.640833	7.265833	397.5	3.953333	Tuesday	False	0.236354
5	5	2022-10-05	22.279722	15.0	423.0	91.0	7.104722	522.0	4.0	220.0	116.0	87.0	13.95	81.0	82.0	84.0	81.03	82.215743	0.57	20.57	27.42	22.529722	7.104722	514.5	4.287500	Wednesday	False	0.241010
6	31	2022-10-06	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Thursday	False	0.241010
7	32	2022-10-07	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Friday	True	0.269429
8	6	2022-10-08	23.134722	33.0	443.0	38.0	7.759722	517.0	6.0	206.0	141.0	96.0	14.31	90.0	89.0	90.0	85.69	91.434469	0.81	21.67	31.83	23.684722	7.759722	484.5	4.037500	Saturday	True	0.230007
9	7	2022-10-09	23.724167	13.0	421.0	36.0	7.590833	471.0	6.0	192.0	147.0	81.0	14.24	88.0	80.0	91.0	89.38	91.721133	0.86	19.24	34.92	23.940833	7.590833	459.0	3.825000	Sunday	False	0.238326

Last rows

	df_index	Date	Bedtime	SOL	TST	WASO	Waketime	TIB	NOA	LSD	DSD	REMSD	ARR	SS	MS	BS	SE	SMI	AI	REMP	SWSP	Onset	Offset	TSDP	Midpoint	Day	IsWeekend	SleepRegularity
32	41	2022-11-01	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Tuesday	False	0.627685
33	22	2022-11-02	23.647500	8.0	433.0	44.0	7.739167	485.0	7.0	220.0	130.0	82.0	13.65	91.0	85.0	88.0	89.28	90.680628	0.97	18.94	30.02	23.780833	7.739167	477.5	3.979167	Wednesday	False	0.576579
34	23	2022-11-03	24.493889	8.0	371.0	50.0	7.660556	429.0	7.0	194.0	124.0	52.0	13.58	79.0	69.0	86.0	86.48	87.914692	1.13	14.02	33.42	24.627222	7.660556	422.0	4.143889	Thursday	False	0.509954
35	24	2022-11-04	24.308889	5.0	374.0	33.0	7.283889	418.0	7.0	193.0	105.0	75.0	14.14	83.0	78.0	82.0	89.47	90.447400	1.12	20.05	28.07	24.392222	7.283889	413.5	3.838056	Friday	True	0.498229
36	25	2022-11-05	24.673333	79.0	340.0	12.0	7.931667	404.0	3.0	179.0	79.0	82.0	14.15	75.0	90.0	74.0	84.16	95.371669	0.53	24.12	23.24	25.990000	7.931667	356.5	4.960833	Saturday	True	0.555116
37	26	2022-11-06	23.275833	10.0	428.0	43.0	7.350833	484.0	8.0	186.0	147.0	95.0	13.92	90.0	89.0	91.0	88.43	90.200211	1.12	22.20	34.35	23.442500	7.350833	474.5	3.954167	Sunday	False	0.431584
38	27	2022-11-07	22.672222	21.0	465.0	44.0	7.505556	530.0	6.0	311.0	126.0	28.0	14.08	85.0	55.0	87.0	87.74	91.355599	0.77	6.02	27.10	23.022222	7.505556	509.0	4.241667	Monday	False	0.405667
39	28	2022-11-08	24.241667	34.0	366.0	26.0	7.375000	427.0	6.0	232.0	73.0	60.0	13.25	77.0	73.0	72.0	85.71	92.893401	0.98	16.39	19.95	24.808333	7.375000	394.0	4.091667	Tuesday	False	0.372045
40	29	2022-11-09	23.836944	16.0	382.0	35.0	7.145278	438.0	6.0	187.0	142.0	52.0	13.59	81.0	64.0	90.0	87.21	90.414201	0.94	13.61	37.17	24.103611	7.145278	422.5	3.624444	Wednesday	False	0.423422
41	30	2022-11-10	23.110278	27.0	454.0	49.0	8.068611	537.0	6.0	203.0	164.0	87.0	13.33	89.0	82.0	94.0	84.54	88.932419	0.79	19.16	36.12	23.560278	8.068611	510.5	4.254167	Thursday	False	0.426408

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows